The Control of Reasoning Under Uncertainty

Abstract

The starting point of our research was to develop declarative representations of problem solving strategies and interpreters to select and execute appropriate strategies. One result was a 'strategy frame', a collection of fields or facets of strategies. These included the conditions under which strategies should be evoked, measures of progress, stopping conditions, resource requirements, and so on. We applied this result in a process control domain with some success, then began to search for a more realistic and demanding task. The Phoenix system, a realtime simulation of forest fire fighting in Yellowstone National Park, was an ideal testbed. In this context, our work on declarative representations of strategies followed two paths: We developed a declarative representation of the progress of plans, called envelopes. Envelopes provide early warning of plan failures, facilitate communication between agents, and help with monitoring and replanning in real time; and We began developing mathematical models of the architectures of agents that facilitate the design of agents for environments with different characteristics.

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Document Details

Document Type
Technical Report
Publication Date
Feb 14, 1991
Accession Number
ADA266308

Entities

People

  • David M. Hart
  • Paul R. Cohen

Organizations

  • University of Massachusetts Amherst

Tags

DTIC Thesaurus Topics

  • Artificial Intelligence
  • Autonomous Agents
  • Computational Science
  • Computer Science
  • Computers
  • Contracts
  • Control Systems
  • Corporations
  • Data Analysis
  • Department Of Defense
  • Environment
  • Fire Fighting
  • Intelligent Systems
  • Mathematical Models
  • Models
  • Probabilistic Models
  • Simulations

Readers

  • Artificial Intelligence
  • Robotics and Automation.
  • Systems Analysis and Design